… This paper proposes a new clustering method based on connecting adjacent hyper-rectangles. … Our method searches a set of hyper-rectangles that satisfies the properties that (1) each hyper-rectangle covers some of the samples, and (2) each sample is covered by at least one of the hyper-rectangles. … Then, a correction of connected hyper-rectangles is assumed to be a cluster. …